__notebook_source__.ipynb
- Child Mind Institute - Problematic Internet Usage Kaggle Competition
- Introduction - Problem Definition
- Data Preparation
- Data Exploration
- Data Pre-Processing
- Modeling
- Hyperparameter Tuning
- Hyperparameter Tuning with GridSearchCV
- Generating predictions for submission
- Results & Conclusion
- Results:
- Limitations:
- Next Steps:
- File
- Edit
- View
- Run
- Kernel
- Settings
- Help
Child Mind Institute - Problematic Internet Usage Kaggle Competition¶
The Child Mind Institute has collected data on the physical activity habits of children and adolescents from various means including surveys, physical fitness tests, and actigraphy (a research-grade biotracker of physical activity). Can this data be used to predict the level of problematic internet usage that an individual may display?
Connecting to the competition datasets on Kaggle and importing necessary libraries/packages:
/kaggle/input/child-mind-institute-problematic-internet-use/sample_submission.csv /kaggle/input/child-mind-institute-problematic-internet-use/data_dictionary.csv /kaggle/input/child-mind-institute-problematic-internet-use/train.csv /kaggle/input/child-mind-institute-problematic-internet-use/test.csv /kaggle/input/child-mind-institute-problematic-internet-use/series_test.parquet/id=00115b9f/part-0.parquet /kaggle/input/child-mind-institute-problematic-internet-use/series_test.parquet/id=001f3379/part-0.parquet /kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=0745c390/part-0.parquet /kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=eaab7a96/part-0.parquet /kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=8ec2cc63/part-0.parquet /kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=b2987a65/part-0.parquet 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/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=687c85e7/part-0.parquet /kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=5f099188/part-0.parquet
100%|██████████| 996/996 [01:28<00:00, 11.23it/s] 100%|██████████| 2/2 [00:00<00:00, 10.09it/s]
Viewing the contents of the various datasets:
| id | Basic_Demos-Enroll_Season | Basic_Demos-Age | Basic_Demos-Sex | CGAS-Season | CGAS-CGAS_Score | Physical-Season | Physical-BMI | Physical-Height | Physical-Weight | ... | PCIAT-PCIAT_18 | PCIAT-PCIAT_19 | PCIAT-PCIAT_20 | PCIAT-PCIAT_Total | SDS-Season | SDS-SDS_Total_Raw | SDS-SDS_Total_T | PreInt_EduHx-Season | PreInt_EduHx-computerinternet_hoursday | sii | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 00008ff9 | Fall | 5 | 0 | Winter | 51.0 | Fall | 16.877316 | 46.0 | 50.8 | ... | 4.0 | 2.0 | 4.0 | 55.0 | NaN | NaN | NaN | Fall | 3.0 | 2.0 |
| 1 | 000fd460 | Summer | 9 | 0 | NaN | NaN | Fall | 14.035590 | 48.0 | 46.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | Fall | 46.0 | 64.0 | Summer | 0.0 | 0.0 |
| 2 | 00105258 | Summer | 10 | 1 | Fall | 71.0 | Fall | 16.648696 | 56.5 | 75.6 | ... | 2.0 | 1.0 | 1.0 | 28.0 | Fall | 38.0 | 54.0 | Summer | 2.0 | 0.0 |
| 3 | 00115b9f | Winter | 9 | 0 | Fall | 71.0 | Summer | 18.292347 | 56.0 | 81.6 | ... | 3.0 | 4.0 | 1.0 | 44.0 | Summer | 31.0 | 45.0 | Winter | 0.0 | 1.0 |
| 4 | 0016bb22 | Spring | 18 | 1 | Summer | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
5 rows × 82 columns
| id | Basic_Demos-Enroll_Season | Basic_Demos-Age | Basic_Demos-Sex | CGAS-Season | CGAS-CGAS_Score | Physical-Season | Physical-BMI | Physical-Height | Physical-Weight | ... | BIA-BIA_TBW | PAQ_A-Season | PAQ_A-PAQ_A_Total | PAQ_C-Season | PAQ_C-PAQ_C_Total | SDS-Season | SDS-SDS_Total_Raw | SDS-SDS_Total_T | PreInt_EduHx-Season | PreInt_EduHx-computerinternet_hoursday | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 00008ff9 | Fall | 5 | 0 | Winter | 51.0 | Fall | 16.877316 | 46.0 | 50.8 | ... | 32.6909 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Fall | 3.0 |
| 1 | 000fd460 | Summer | 9 | 0 | NaN | NaN | Fall | 14.035590 | 48.0 | 46.0 | ... | 27.0552 | NaN | NaN | Fall | 2.340 | Fall | 46.0 | 64.0 | Summer | 0.0 |
| 2 | 00105258 | Summer | 10 | 1 | Fall | 71.0 | Fall | 16.648696 | 56.5 | 75.6 | ... | NaN | NaN | NaN | Summer | 2.170 | Fall | 38.0 | 54.0 | Summer | 2.0 |
| 3 | 00115b9f | Winter | 9 | 0 | Fall | 71.0 | Summer | 18.292347 | 56.0 | 81.6 | ... | 45.9966 | NaN | NaN | Winter | 2.451 | Summer | 31.0 | 45.0 | Winter | 0.0 |
| 4 | 0016bb22 | Spring | 18 | 1 | Summer | NaN | NaN | NaN | NaN | NaN | ... | NaN | Summer | 1.04 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
5 rows × 59 columns
| Instrument | Field | Description | Type | Values | Value Labels | |
|---|---|---|---|---|---|---|
| 0 | Identifier | id | Participant's ID | str | NaN | NaN |
| 1 | Demographics | Basic_Demos-Enroll_Season | Season of enrollment | str | Spring, Summer, Fall, Winter | NaN |
| 2 | Demographics | Basic_Demos-Age | Age of participant | float | NaN | NaN |
| 3 | Demographics | Basic_Demos-Sex | Sex of participant | categorical int | 0,1 | 0=Male, 1=Female |
| 4 | Children's Global Assessment Scale | CGAS-Season | Season of participation | str | Spring, Summer, Fall, Winter | NaN |
| Stat_0 | Stat_1 | Stat_2 | Stat_3 | Stat_4 | Stat_5 | Stat_6 | Stat_7 | Stat_8 | Stat_9 | ... | Stat_87 | Stat_88 | Stat_89 | Stat_90 | Stat_91 | Stat_92 | Stat_93 | Stat_94 | Stat_95 | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 50458.0 | 50458.0 | 50458.0 | 50458.0 | 50458.0 | 50458.0 | 50458.0 | 50458.0 | 50458.0 | 50458.0 | ... | 5.314874 | 89.422226 | 0.0 | 2626.199951 | 4187.0 | 8.639500e+13 | 7.0 | 2.0 | 57.0 | 0745c390 |
| 1 | 340584.0 | 340584.0 | 340584.0 | 340584.0 | 340584.0 | 340584.0 | 340584.0 | 340584.0 | 340584.0 | 340584.0 | ... | 3.966906 | 89.080330 | 1.0 | 2628.199951 | 4146.0 | 8.639500e+13 | 7.0 | 2.0 | 243.0 | eaab7a96 |
| 2 | 40003.0 | 40003.0 | 40003.0 | 40003.0 | 40003.0 | 40003.0 | 40003.0 | 40003.0 | 40003.0 | 40003.0 | ... | 5.066334 | 86.987267 | 0.0 | 2618.199951 | 4183.0 | 8.636500e+13 | 7.0 | 3.0 | 134.0 | 8ec2cc63 |
| 3 | 223915.0 | 223915.0 | 223915.0 | 223915.0 | 223915.0 | 223915.0 | 223915.0 | 223915.0 | 223915.0 | 223915.0 | ... | 6.134459 | 89.976074 | 0.0 | 2502.000000 | 6000.0 | 8.639500e+13 | 7.0 | 4.0 | 72.0 | b2987a65 |
| 4 | 15420.0 | 15420.0 | 15420.0 | 15420.0 | 15420.0 | 15420.0 | 15420.0 | 15420.0 | 15420.0 | 15420.0 | ... | 2.774382 | 89.300034 | 0.0 | 1046.800049 | 4199.0 | 8.601500e+13 | 7.0 | 4.0 | 76.0 | 7b8842c3 |
5 rows × 97 columns
<class 'pandas.core.frame.DataFrame'> RangeIndex: 996 entries, 0 to 995 Data columns (total 97 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Stat_0 996 non-null float64 1 Stat_1 996 non-null float64 2 Stat_2 996 non-null float64 3 Stat_3 996 non-null float64 4 Stat_4 996 non-null float64 5 Stat_5 996 non-null float64 6 Stat_6 996 non-null float64 7 Stat_7 996 non-null float64 8 Stat_8 996 non-null float64 9 Stat_9 996 non-null float64 10 Stat_10 996 non-null float64 11 Stat_11 996 non-null float64 12 Stat_12 996 non-null float64 13 Stat_13 996 non-null float64 14 Stat_14 996 non-null float64 15 Stat_15 996 non-null float64 16 Stat_16 996 non-null float64 17 Stat_17 996 non-null float64 18 Stat_18 996 non-null float64 19 Stat_19 996 non-null float64 20 Stat_20 996 non-null float64 21 Stat_21 996 non-null float64 22 Stat_22 996 non-null float64 23 Stat_23 996 non-null float64 24 Stat_24 996 non-null float64 25 Stat_25 996 non-null float64 26 Stat_26 996 non-null float64 27 Stat_27 996 non-null float64 28 Stat_28 996 non-null float64 29 Stat_29 996 non-null float64 30 Stat_30 996 non-null float64 31 Stat_31 996 non-null float64 32 Stat_32 996 non-null float64 33 Stat_33 996 non-null float64 34 Stat_34 996 non-null float64 35 Stat_35 996 non-null float64 36 Stat_36 996 non-null float64 37 Stat_37 996 non-null float64 38 Stat_38 996 non-null float64 39 Stat_39 996 non-null float64 40 Stat_40 996 non-null float64 41 Stat_41 996 non-null float64 42 Stat_42 996 non-null float64 43 Stat_43 996 non-null float64 44 Stat_44 996 non-null float64 45 Stat_45 996 non-null float64 46 Stat_46 996 non-null float64 47 Stat_47 996 non-null float64 48 Stat_48 996 non-null float64 49 Stat_49 996 non-null float64 50 Stat_50 996 non-null float64 51 Stat_51 996 non-null float64 52 Stat_52 996 non-null float64 53 Stat_53 996 non-null float64 54 Stat_54 996 non-null float64 55 Stat_55 996 non-null float64 56 Stat_56 996 non-null float64 57 Stat_57 996 non-null float64 58 Stat_58 996 non-null float64 59 Stat_59 996 non-null float64 60 Stat_60 996 non-null float64 61 Stat_61 996 non-null float64 62 Stat_62 996 non-null float64 63 Stat_63 996 non-null float64 64 Stat_64 996 non-null float64 65 Stat_65 996 non-null float64 66 Stat_66 996 non-null float64 67 Stat_67 996 non-null float64 68 Stat_68 996 non-null float64 69 Stat_69 996 non-null float64 70 Stat_70 996 non-null float64 71 Stat_71 996 non-null float64 72 Stat_72 996 non-null float64 73 Stat_73 996 non-null float64 74 Stat_74 996 non-null float64 75 Stat_75 996 non-null float64 76 Stat_76 996 non-null float64 77 Stat_77 996 non-null float64 78 Stat_78 996 non-null float64 79 Stat_79 996 non-null float64 80 Stat_80 996 non-null float64 81 Stat_81 996 non-null float64 82 Stat_82 996 non-null float64 83 Stat_83 996 non-null float64 84 Stat_84 996 non-null float64 85 Stat_85 996 non-null float64 86 Stat_86 996 non-null float64 87 Stat_87 996 non-null float64 88 Stat_88 996 non-null float64 89 Stat_89 996 non-null float64 90 Stat_90 996 non-null float64 91 Stat_91 996 non-null float64 92 Stat_92 996 non-null float64 93 Stat_93 996 non-null float64 94 Stat_94 996 non-null float64 95 Stat_95 996 non-null float64 96 id 996 non-null object dtypes: float64(96), object(1) memory usage: 754.9+ KB
<class 'pandas.core.frame.DataFrame'> RangeIndex: 2 entries, 0 to 1 Data columns (total 97 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Stat_0 2 non-null float64 1 Stat_1 2 non-null float64 2 Stat_2 2 non-null float64 3 Stat_3 2 non-null float64 4 Stat_4 2 non-null float64 5 Stat_5 2 non-null float64 6 Stat_6 2 non-null float64 7 Stat_7 2 non-null float64 8 Stat_8 2 non-null float64 9 Stat_9 2 non-null float64 10 Stat_10 2 non-null float64 11 Stat_11 2 non-null float64 12 Stat_12 2 non-null float64 13 Stat_13 2 non-null float64 14 Stat_14 2 non-null float64 15 Stat_15 2 non-null float64 16 Stat_16 2 non-null float64 17 Stat_17 2 non-null float64 18 Stat_18 2 non-null float64 19 Stat_19 2 non-null float64 20 Stat_20 2 non-null float64 21 Stat_21 2 non-null float64 22 Stat_22 2 non-null float64 23 Stat_23 2 non-null float64 24 Stat_24 2 non-null float64 25 Stat_25 2 non-null float64 26 Stat_26 2 non-null float64 27 Stat_27 2 non-null float64 28 Stat_28 2 non-null float64 29 Stat_29 2 non-null float64 30 Stat_30 2 non-null float64 31 Stat_31 2 non-null float64 32 Stat_32 2 non-null float64 33 Stat_33 2 non-null float64 34 Stat_34 2 non-null float64 35 Stat_35 2 non-null float64 36 Stat_36 2 non-null float64 37 Stat_37 2 non-null float64 38 Stat_38 2 non-null float64 39 Stat_39 2 non-null float64 40 Stat_40 2 non-null float64 41 Stat_41 2 non-null float64 42 Stat_42 2 non-null float64 43 Stat_43 2 non-null float64 44 Stat_44 2 non-null float64 45 Stat_45 2 non-null float64 46 Stat_46 2 non-null float64 47 Stat_47 2 non-null float64 48 Stat_48 2 non-null float64 49 Stat_49 2 non-null float64 50 Stat_50 2 non-null float64 51 Stat_51 2 non-null float64 52 Stat_52 2 non-null float64 53 Stat_53 2 non-null float64 54 Stat_54 2 non-null float64 55 Stat_55 2 non-null float64 56 Stat_56 2 non-null float64 57 Stat_57 2 non-null float64 58 Stat_58 2 non-null float64 59 Stat_59 2 non-null float64 60 Stat_60 2 non-null float64 61 Stat_61 2 non-null float64 62 Stat_62 2 non-null float64 63 Stat_63 2 non-null float64 64 Stat_64 2 non-null float64 65 Stat_65 2 non-null float64 66 Stat_66 2 non-null float64 67 Stat_67 2 non-null float64 68 Stat_68 2 non-null float64 69 Stat_69 2 non-null float64 70 Stat_70 2 non-null float64 71 Stat_71 2 non-null float64 72 Stat_72 2 non-null float64 73 Stat_73 2 non-null float64 74 Stat_74 2 non-null float64 75 Stat_75 2 non-null float64 76 Stat_76 2 non-null float64 77 Stat_77 2 non-null float64 78 Stat_78 2 non-null float64 79 Stat_79 2 non-null float64 80 Stat_80 2 non-null float64 81 Stat_81 2 non-null float64 82 Stat_82 2 non-null float64 83 Stat_83 2 non-null float64 84 Stat_84 2 non-null float64 85 Stat_85 2 non-null float64 86 Stat_86 2 non-null float64 87 Stat_87 2 non-null float64 88 Stat_88 2 non-null float64 89 Stat_89 2 non-null float64 90 Stat_90 2 non-null float64 91 Stat_91 2 non-null float64 92 Stat_92 2 non-null float64 93 Stat_93 2 non-null float64 94 Stat_94 2 non-null float64 95 Stat_95 2 non-null float64 96 id 2 non-null object dtypes: float64(96), object(1) memory usage: 1.6+ KB
<class 'pandas.core.frame.DataFrame'> RangeIndex: 3960 entries, 0 to 3959 Data columns (total 82 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 3960 non-null object 1 Basic_Demos-Enroll_Season 3960 non-null object 2 Basic_Demos-Age 3960 non-null int64 3 Basic_Demos-Sex 3960 non-null int64 4 CGAS-Season 2555 non-null object 5 CGAS-CGAS_Score 2421 non-null float64 6 Physical-Season 3310 non-null object 7 Physical-BMI 3022 non-null float64 8 Physical-Height 3027 non-null float64 9 Physical-Weight 3076 non-null float64 10 Physical-Waist_Circumference 898 non-null float64 11 Physical-Diastolic_BP 2954 non-null float64 12 Physical-HeartRate 2967 non-null float64 13 Physical-Systolic_BP 2954 non-null float64 14 Fitness_Endurance-Season 1308 non-null object 15 Fitness_Endurance-Max_Stage 743 non-null float64 16 Fitness_Endurance-Time_Mins 740 non-null float64 17 Fitness_Endurance-Time_Sec 740 non-null float64 18 FGC-Season 3346 non-null object 19 FGC-FGC_CU 2322 non-null float64 20 FGC-FGC_CU_Zone 2282 non-null float64 21 FGC-FGC_GSND 1074 non-null float64 22 FGC-FGC_GSND_Zone 1062 non-null float64 23 FGC-FGC_GSD 1074 non-null float64 24 FGC-FGC_GSD_Zone 1063 non-null float64 25 FGC-FGC_PU 2310 non-null float64 26 FGC-FGC_PU_Zone 2271 non-null float64 27 FGC-FGC_SRL 2305 non-null float64 28 FGC-FGC_SRL_Zone 2267 non-null float64 29 FGC-FGC_SRR 2307 non-null float64 30 FGC-FGC_SRR_Zone 2269 non-null float64 31 FGC-FGC_TL 2324 non-null float64 32 FGC-FGC_TL_Zone 2285 non-null float64 33 BIA-Season 2145 non-null object 34 BIA-BIA_Activity_Level_num 1991 non-null float64 35 BIA-BIA_BMC 1991 non-null float64 36 BIA-BIA_BMI 1991 non-null float64 37 BIA-BIA_BMR 1991 non-null float64 38 BIA-BIA_DEE 1991 non-null float64 39 BIA-BIA_ECW 1991 non-null float64 40 BIA-BIA_FFM 1991 non-null float64 41 BIA-BIA_FFMI 1991 non-null float64 42 BIA-BIA_FMI 1991 non-null float64 43 BIA-BIA_Fat 1991 non-null float64 44 BIA-BIA_Frame_num 1991 non-null float64 45 BIA-BIA_ICW 1991 non-null float64 46 BIA-BIA_LDM 1991 non-null float64 47 BIA-BIA_LST 1991 non-null float64 48 BIA-BIA_SMM 1991 non-null float64 49 BIA-BIA_TBW 1991 non-null float64 50 PAQ_A-Season 475 non-null object 51 PAQ_A-PAQ_A_Total 475 non-null float64 52 PAQ_C-Season 1721 non-null object 53 PAQ_C-PAQ_C_Total 1721 non-null float64 54 PCIAT-Season 2736 non-null object 55 PCIAT-PCIAT_01 2733 non-null float64 56 PCIAT-PCIAT_02 2734 non-null float64 57 PCIAT-PCIAT_03 2731 non-null float64 58 PCIAT-PCIAT_04 2731 non-null float64 59 PCIAT-PCIAT_05 2729 non-null float64 60 PCIAT-PCIAT_06 2732 non-null float64 61 PCIAT-PCIAT_07 2729 non-null float64 62 PCIAT-PCIAT_08 2730 non-null float64 63 PCIAT-PCIAT_09 2730 non-null float64 64 PCIAT-PCIAT_10 2733 non-null float64 65 PCIAT-PCIAT_11 2734 non-null float64 66 PCIAT-PCIAT_12 2731 non-null float64 67 PCIAT-PCIAT_13 2729 non-null float64 68 PCIAT-PCIAT_14 2732 non-null float64 69 PCIAT-PCIAT_15 2730 non-null float64 70 PCIAT-PCIAT_16 2728 non-null float64 71 PCIAT-PCIAT_17 2725 non-null float64 72 PCIAT-PCIAT_18 2728 non-null float64 73 PCIAT-PCIAT_19 2730 non-null float64 74 PCIAT-PCIAT_20 2733 non-null float64 75 PCIAT-PCIAT_Total 2736 non-null float64 76 SDS-Season 2618 non-null object 77 SDS-SDS_Total_Raw 2609 non-null float64 78 SDS-SDS_Total_T 2606 non-null float64 79 PreInt_EduHx-Season 3540 non-null object 80 PreInt_EduHx-computerinternet_hoursday 3301 non-null float64 81 sii 2736 non-null float64 dtypes: float64(68), int64(2), object(12) memory usage: 2.5+ MB
<class 'pandas.core.frame.DataFrame'> RangeIndex: 20 entries, 0 to 19 Data columns (total 59 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 20 non-null object 1 Basic_Demos-Enroll_Season 20 non-null object 2 Basic_Demos-Age 20 non-null int64 3 Basic_Demos-Sex 20 non-null int64 4 CGAS-Season 10 non-null object 5 CGAS-CGAS_Score 8 non-null float64 6 Physical-Season 14 non-null object 7 Physical-BMI 13 non-null float64 8 Physical-Height 13 non-null float64 9 Physical-Weight 13 non-null float64 10 Physical-Waist_Circumference 5 non-null float64 11 Physical-Diastolic_BP 11 non-null float64 12 Physical-HeartRate 12 non-null float64 13 Physical-Systolic_BP 11 non-null float64 14 Fitness_Endurance-Season 4 non-null object 15 Fitness_Endurance-Max_Stage 3 non-null float64 16 Fitness_Endurance-Time_Mins 3 non-null float64 17 Fitness_Endurance-Time_Sec 3 non-null float64 18 FGC-Season 17 non-null object 19 FGC-FGC_CU 13 non-null float64 20 FGC-FGC_CU_Zone 13 non-null float64 21 FGC-FGC_GSND 5 non-null float64 22 FGC-FGC_GSND_Zone 5 non-null float64 23 FGC-FGC_GSD 5 non-null float64 24 FGC-FGC_GSD_Zone 5 non-null float64 25 FGC-FGC_PU 13 non-null float64 26 FGC-FGC_PU_Zone 13 non-null float64 27 FGC-FGC_SRL 13 non-null float64 28 FGC-FGC_SRL_Zone 13 non-null float64 29 FGC-FGC_SRR 13 non-null float64 30 FGC-FGC_SRR_Zone 13 non-null float64 31 FGC-FGC_TL 13 non-null float64 32 FGC-FGC_TL_Zone 13 non-null float64 33 BIA-Season 8 non-null object 34 BIA-BIA_Activity_Level_num 8 non-null float64 35 BIA-BIA_BMC 8 non-null float64 36 BIA-BIA_BMI 8 non-null float64 37 BIA-BIA_BMR 8 non-null float64 38 BIA-BIA_DEE 8 non-null float64 39 BIA-BIA_ECW 8 non-null float64 40 BIA-BIA_FFM 8 non-null float64 41 BIA-BIA_FFMI 8 non-null float64 42 BIA-BIA_FMI 8 non-null float64 43 BIA-BIA_Fat 8 non-null float64 44 BIA-BIA_Frame_num 8 non-null float64 45 BIA-BIA_ICW 8 non-null float64 46 BIA-BIA_LDM 8 non-null float64 47 BIA-BIA_LST 8 non-null float64 48 BIA-BIA_SMM 8 non-null float64 49 BIA-BIA_TBW 8 non-null float64 50 PAQ_A-Season 1 non-null object 51 PAQ_A-PAQ_A_Total 1 non-null float64 52 PAQ_C-Season 9 non-null object 53 PAQ_C-PAQ_C_Total 9 non-null float64 54 SDS-Season 10 non-null object 55 SDS-SDS_Total_Raw 10 non-null float64 56 SDS-SDS_Total_T 10 non-null float64 57 PreInt_EduHx-Season 18 non-null object 58 PreInt_EduHx-computerinternet_hoursday 16 non-null float64 dtypes: float64(46), int64(2), object(11) memory usage: 9.3+ KB
996
<class 'pandas.core.frame.DataFrame'> RangeIndex: 81 entries, 0 to 80 Data columns (total 6 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Instrument 81 non-null object 1 Field 81 non-null object 2 Description 81 non-null object 3 Type 81 non-null object 4 Values 42 non-null object 5 Value Labels 32 non-null object dtypes: object(6) memory usage: 3.9+ KB
array(['Identifier', 'Demographics', "Children's Global Assessment Scale",
'Physical Measures', 'FitnessGram Vitals and Treadmill',
'FitnessGram Child', 'Bio-electric Impedance Analysis',
'Physical Activity Questionnaire (Adolescents)',
'Physical Activity Questionnaire (Children)',
'Parent-Child Internet Addiction Test', 'Sleep Disturbance Scale',
'Internet Use'], dtype=object)There are two columns containing BMI values from different measures. I want to combine these into one column, taking the mean if both BMIs are not null, or only taking the non-null BMI value. If both BMI values are null, the combined BMI column will remain null.
938
1969
Since both BMI features contain a decent amount of null values, I will combine them into one feature. If only one of the two is null, I will take the non-null value, if neither is null I will take the mean, and if both are null, the value will remain null.
| BIA-BIA_BMI | Physical-BMI | BMI_combined | |
|---|---|---|---|
| 0 | 16.8792 | 16.877316 | 16.878258 |
| 1 | 14.0371 | 14.035590 | 14.036345 |
| 2 | NaN | 16.648696 | 16.648696 |
| 3 | 18.2943 | 18.292347 | 18.293323 |
| 4 | NaN | NaN | NaN |
| ... | ... | ... | ... |
| 3955 | 16.3642 | 16.362460 | 16.363330 |
| 3956 | NaN | 18.764678 | 18.764678 |
| 3957 | 21.4438 | 21.441500 | 21.442650 |
| 3958 | 12.2372 | 12.235895 | 12.236548 |
| 3959 | NaN | NaN | NaN |
3960 rows × 3 columns
Only 996 of the test subjects are in both train_ds and train_ts, meaning only this number of participants have both demographic data as well as actigraphy data.
| id | Basic_Demos-Enroll_Season | Basic_Demos-Age | Basic_Demos-Sex | CGAS-Season | CGAS-CGAS_Score | Physical-Season | Physical-Height | Physical-Weight | Physical-Waist_Circumference | ... | Stat_86 | Stat_87 | Stat_88 | Stat_89 | Stat_90 | Stat_91 | Stat_92 | Stat_93 | Stat_94 | Stat_95 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 00008ff9 | Fall | 5 | 0 | Winter | 51.0 | Fall | 46.0 | 50.8 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 000fd460 | Summer | 9 | 0 | NaN | NaN | Fall | 48.0 | 46.0 | 22.0 | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 00105258 | Summer | 10 | 1 | Fall | 71.0 | Fall | 56.5 | 75.6 | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | 00115b9f | Winter | 9 | 0 | Fall | 71.0 | Summer | 56.0 | 81.6 | NaN | ... | 1.546979 | 4.004276 | 89.751656 | 0.0 | 2633.25 | 4188.5 | 8.611000e+13 | 7.0 | 3.0 | 85.0 |
| 4 | 0016bb22 | Spring | 18 | 1 | Summer | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
5 rows × 177 columns
Feature(s): PCIAT-PCIAT_[01 through 20], PCIAT-PCIAT_Total¶
In the training dataset, there are features for 20 different PCIAT () scores, as well as a feature for PCIAT Total and the season the PCIAT test was conducted. The PCIAT Total was used by the creators of this dataset to determine 'sii' score and therefore there are no PCIAT values in the test dataset. A model cannot be trained to depend on these features if it is going to then be used to generate predictions for the test data, so I will drop them now.
Index(['Basic_Demos-Enroll_Season', 'Basic_Demos-Age', 'Basic_Demos-Sex',
'CGAS-Season', 'CGAS-CGAS_Score', 'Physical-Season', 'Physical-Height',
'Physical-Weight', 'Physical-Waist_Circumference',
'Physical-Diastolic_BP',
...
'Stat_86', 'Stat_87', 'Stat_88', 'Stat_89', 'Stat_90', 'Stat_91',
'Stat_92', 'Stat_93', 'Stat_94', 'Stat_95'],
dtype='object', length=154)| Basic_Demos-Age | Basic_Demos-Sex | CGAS-CGAS_Score | Physical-Height | Physical-Weight | Physical-Waist_Circumference | Physical-Diastolic_BP | Physical-HeartRate | Physical-Systolic_BP | Fitness_Endurance-Max_Stage | ... | BIA-BIA_LST | BIA-BIA_SMM | BIA-BIA_TBW | PAQ_A-PAQ_A_Total | PAQ_C-PAQ_C_Total | SDS-SDS_Total_Raw | SDS-SDS_Total_T | PreInt_EduHx-computerinternet_hoursday | sii | BMI_combined | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5 | 0 | 51.0 | 46.0 | 50.8 | NaN | NaN | NaN | NaN | NaN | ... | 38.9177 | 19.5413 | 32.6909 | NaN | NaN | NaN | NaN | 3.0 | 2.0 | 16.878258 |
| 1 | 9 | 0 | NaN | 48.0 | 46.0 | 22.0 | 75.0 | 70.0 | 122.0 | NaN | ... | 39.4497 | 15.4107 | 27.0552 | NaN | 2.340 | 46.0 | 64.0 | 0.0 | 0.0 | 14.036345 |
| 2 | 10 | 1 | 71.0 | 56.5 | 75.6 | NaN | 65.0 | 94.0 | 117.0 | 5.0 | ... | NaN | NaN | NaN | NaN | 2.170 | 38.0 | 54.0 | 2.0 | 0.0 | 16.648696 |
| 3 | 9 | 0 | 71.0 | 56.0 | 81.6 | NaN | 60.0 | 97.0 | 117.0 | 6.0 | ... | 58.9338 | 26.4798 | 45.9966 | NaN | 2.451 | 31.0 | 45.0 | 0.0 | 1.0 | 18.293323 |
| 4 | 18 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | 1.04 | NaN | NaN | NaN | NaN | NaN | NaN |
5 rows × 48 columns
Basic_Demos-Age True Basic_Demos-Sex False CGAS-CGAS_Score False Physical-Height True Physical-Weight True Physical-Waist_Circumference True Physical-Diastolic_BP False Physical-HeartRate False Physical-Systolic_BP False Fitness_Endurance-Max_Stage False Fitness_Endurance-Time_Mins False Fitness_Endurance-Time_Sec False FGC-FGC_CU True FGC-FGC_CU_Zone False FGC-FGC_GSND False FGC-FGC_GSND_Zone False FGC-FGC_GSD False FGC-FGC_GSD_Zone False FGC-FGC_PU False FGC-FGC_PU_Zone False FGC-FGC_SRL False FGC-FGC_SRL_Zone False FGC-FGC_SRR False FGC-FGC_SRR_Zone False FGC-FGC_TL False FGC-FGC_TL_Zone False BIA-BIA_Activity_Level_num False BIA-BIA_BMC False BIA-BIA_BMR False BIA-BIA_DEE False BIA-BIA_ECW False BIA-BIA_FFM False BIA-BIA_FFMI False BIA-BIA_FMI False BIA-BIA_Fat False BIA-BIA_Frame_num False BIA-BIA_ICW False BIA-BIA_LDM False BIA-BIA_LST False BIA-BIA_SMM False BIA-BIA_TBW False PAQ_A-PAQ_A_Total False PAQ_C-PAQ_C_Total False SDS-SDS_Total_Raw True SDS-SDS_Total_T True PreInt_EduHx-computerinternet_hoursday True sii True BMI_combined True Name: sii, dtype: bool
Feature(s): PreInt_EduHx-Season, SDS-Season, PAQ_C-Season, PAQ_A-Season, BIA-Season, FGC-Season, Fitness_Endurance-Season, Physical-Season, CGAS-Season, Basic_Demos-Enroll_Season, PCIAT-Season¶
There are multiple features in the data that refer to seasons. To make these feature values interpretable in modeling, I label encode them so that each season name will be replaced by a corresponding integer.
array([0, 2, 3, 4, 1])
1224
There are a lot of rows in the data that have null values as the target. Therefore, without preprocessing further, fully supervised modeling techiniques would not be possible on this data.
With sklearn's SelfTrainingClassifier, you can use a regular classifier in a semi-supervised way. I am going to use the best performing model from the supervised modeling techniques to do this.
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0.7725622721296541
Of the different model types used with SelfTrainingClassifier in a semi-supervised way, it appears that the XGBoostingClassifier model performs the best.
The best performing model so far, in terms of quadratic weighted kappa score, was the __ model. By tuning the hyperparameters of this model, can this metric be improved even further?
Results:¶
After hyperparameter tuning, the best model was achieved with a quadratic weighted kappa score of _.
Limitations:¶
- The data provided for this task is very sparse, containing a large amount of null values for most features, including the target (sii). This means that in order to accomplish this project task, either an unsupervised learning model needs to be used, which can often be difficult to evaluate, or these values need to be dealt with prior to modeling. I chose a semi-supervised modeling approach that would use existing target values to first predict and fill the missing values before being used to generate test set predictions. However effective this method may be, we don't know for sure if these predicted target values are correct, or if the imputed missing values for the other features are accurate. When this filled-in data is used for modeling, the model may detect patterns that are not really there or not as strong as they are in reality. This can have unseen impacts on the results of modeling.
- Similarly to the previous point, some of the features present in the training dataset (train_ds), are not present in the test dataset (test_ds). This means that if the model relies on these features during training to make predictions, then the model will not be able to make predictions as well for the test dataset.
- Another limitation of the data is the very large number of features. This increases the complexity of the data, which can affect the modeling process. More complex data can lead to model overfitting and thus the model will not perform as well on unseen data. I used multiple techniques to reduce the impact of this, however there may be other techniques that would work even better and reduce this complexity even further.
Next Steps:¶
Although the final model performed very well, it is possible that this result could be improved even further by trying out different techniques in pre-processing and modeling. In future research, this result may be improve by:
- including data from a greater number of test subjects
- including more complete data for test subjects
- experimenting with other ways of imputing/filling missing values including target values (sii)
- experimenting with other types of models for multiclass classification
